MOVZX
49d708e158
Merge branch 'main' into patches
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Signed-off-by: MOVZX <movzx@yahoo.com >
2026-10-18 18:09:11 +00:00
MOVZX and Hinata
6cf86cd95f
[Bugfix] Load checkpoint KV-cache scales in the Qwen3.5 family
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Checkpoints that ship calibrated k_scale/v_scale tensors (e.g.
unsloth/Qwen3.8-27B-NVFP4, which carries one pair per full-attention
layer) name them ...self_attn.{k,v}_scale, but the runtime parameters
live on the inner attention layer (...self_attn.attn.{k,v}_scale).
Qwen3_5Model.load_weights hands the iterable straight to
AutoWeightsLoader, which performs no scale-name remapping, so the
scales are silently dropped and --kv-cache-dtype fp8 runs at scale 1.0
with only a warning_once that fires even on success (the MTP draft
layer legitimately has no scales).
Route scale-suffixed names through maybe_remap_kv_scale_name first,
mirroring gemma4/gpt_oss. No behavior change for checkpoints without
scales.
Measured on RTX 5090 / Qwen3.8-27B NVFP4 / fp8 KV / MTP k=3 (GSM8K
greedy, n=300): 92.3% at scale 1.0 vs 93.7% with scales loaded
(bf16-KV control 94.5%).
Fixes #54623
Co-Authored-By: Hinata <hinata@idihore.id >
Signed-off-by: MOVZX <movzx@yahoo.com >
2026-10-18 17:18:47 +00:00
alp and mottopanikeiku
ff01a6b14f
[Bugfix][Frontend] Stop beam search on generation config EOS tokens ( #62072 )
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pre-commit / pre-run-check (push) Canceled after 0s
pre-commit / pre-commit (push) Canceled after 0s
Signed-off-by: mottopanikeiku <176798723+mottopanikeiku@users.noreply.github.com >
Co-authored-by: mottopanikeiku <176798723+mottopanikeiku@users.noreply.github.com >
2026-10-18 16:49:42 +00:00
aoshen02 and Claude Opus 5.5
fe8f2140ee
[Doc] Document /inference/v1/generate request/response fields and DP rank header ( #62305 )
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Signed-off-by: aoshen02 <aoshen@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-18 15:26:36 +00:00
e80b6c642f
[ROCm][DSv4] Overlap the unfused shared expert with AITER MegaMoE ( #61819 )
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Signed-off-by: Taoyu Zhu <zhutaoyu97@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: vllm-agent <claw@inferact.ai >
2026-10-18 22:39:38 +08:00
aoshen02 and Claude Opus 5.5
371745ebd6
[Doc][RL] Document routed experts return for MoE routing replay (R3) ( #62302 )
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Signed-off-by: aoshen02 <aoshen@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-18 21:11:45 +08:00
072c0886d5
[Build] Keep plain CUDA arch when its suffixed variant is also requested ( #56549 )
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Signed-off-by: Andre Lustosa <alustosa@redhat.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com >
2026-10-18 20:13:17 +08:00
6b24947628
[CI/Build] Build DeepEP for SM103 (B300/GB300) in the Docker image ( #61829 )
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Signed-off-by: Muhammad Ibrahim <muhammad.ibrahim@multiversecomputing.com >
Co-authored-by: Muhammad Ibrahim <muhammad.ibrahim@multiversecomputing.com >
Co-authored-by: Shengqi Chen <harry-chen@outlook.com >
2026-10-18 20:12:34 +08:00
Harry Huang and Thien Tran
494663940b
[Qwen4Exp] Clean up HC and PLE implementations for Qwen3.8-Flash-Next ( #61454 )
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Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com >
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg >
2026-10-18 19:38:21 +08:00
Rémi Delhaye
3c13653738
[Frontend] Score with the chat template declared by Sentence Transformers CrossEncoders ( #60877 )
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Signed-off-by: rdlhio <contact@rdlh.io >
2026-10-18 11:30:12 +00:00
Kevin H. Luu and Claude Opus 5.5
953fa442fa
[CI] Per-test timeout for Language Models (Extended Pooling) ( #62279 )
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Signed-off-by: khluu <khluu000@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-18 04:00:16 -07:00
Isotr0py
3f1b04e045
[Bugfix] Fix Opencv video backend frames count missing for WebM video inputs ( #61759 )
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Signed-off-by: Isotr0py <Isotr0py@outlook.com >
2026-10-18 10:37:39 +00:00
aoshen02 and Claude Opus 5.5
2365177ddd
[Doc][RL] Document the weight-transfer HTTP protocol for trainers without vLLM ( #62267 )
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Signed-off-by: aoshen02 <aoshen@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-18 09:26:56 +00:00
MOVZX
c5ab42bc0f
Merge branch 'main' into patches
2026-10-18 16:04:36 +07:00
Louie Tsai
1b2a666391
[Doc][Recipe] Fix for redhat fp8 xeon support issue ( #62245 )
2026-10-18 16:46:56 +08:00
83c9a547bf
[CI][Release] Fix release wheel builds: stop excluding tracked recipes/ from Docker context ( #62221 )
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Signed-off-by: khluu <khluu000@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: vllm-agent <claw@inferact.ai >
2026-10-18 00:48:00 -07:00
b510857d37
[Bugfix][Build] Build fused GDN MTP decode for SM80-SM90 with CUDA < 13 ( #60896 )
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Signed-off-by: kimseunghyun <incongnito12@gmail.com >
Signed-off-by: kimseunghyun <hellonypcteam@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Shengqi Chen <harry-chen@outlook.com >
Co-authored-by: kimseunghyun <hellonypcteam@gmail.com >
2026-10-18 15:14:06 +08:00
7c9042c05a
[Bugfix][MRV2] Fix speculative warmup deadlock with pipeline parallelism ( #62129 )
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Signed-off-by: chenjr97 <chenjr97@mail2.sysu.edu.cn >
Co-authored-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: vllm-agent <claw@inferact.ai >
2026-10-17 23:51:32 -07:00
da9134bc89
[ROCm][CI] Give the MoE parallel-launch watchdog room for AITER JIT builds ( #62161 )
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Signed-off-by: Andreas Karatzas <AndreasKaratzas@users.noreply.github.com >
Co-authored-by: Andreas Karatzas <AndreasKaratzas@users.noreply.github.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-10-17 21:49:27 -05:00
b2456c622b
[ROCm][CI] Make ROCm 10.0 the default image; keep ROCm 7.2 as -rocm72 ( #58761 )
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Signed-off-by: Rohan Potdar <rohan.potdar@amd.com >
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com >
Signed-off-by: Micah Williamson <micah.williamson@amd.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Micah Williamson <micah.williamson@amd.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
Co-authored-by: Andreas Karatzas <akaratza@amd.com >
2026-10-17 21:43:59 -05:00
03ee2e134d
[CI][ROCm] Fix order-dependent test_rocm_aiter_sampler_defers_import (CPU tensors hit Triton) ( #62213 )
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Signed-off-by: khluu <khluu000@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Andreas Karatzas <akaratza@amd.com >
2026-10-18 01:10:08 +00:00
djramic and Andreas Karatzas
9c778e9ff8
[Bugfix][EPLB] Wait for pending expert buffer copies before NIXL READs ( #62081 )
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Signed-off-by: Djordje Ramic <djoramic@amd.com >
Co-authored-by: Andreas Karatzas <akaratza@amd.com >
2026-10-17 18:18:02 -05:00
7879f3687b
[NIXL] Drop unreachable producer-side notif counting in push mode ( #62210 )
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Signed-off-by: David Cheung <d7cheung@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: vllm-agent <claw@inferact.ai >
2026-10-17 21:24:35 +00:00
Kevin H. Luu and Claude Opus 5.5
255f14599e
[Bugfix][Rust Frontend] Fix macOS build: read inherited listener family from its address ( #62177 )
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Signed-off-by: khluu <khluu000@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 11:56:28 -07:00
03e8300d2c
[Bugfix] Enable inductor batch-invariant mode under VLLM_BATCH_INVARIANT ( #61118 )
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Signed-off-by: Yifan Feng <evanfengff@gmail.com >
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-17 14:53:06 -04:00
Afonso Ribeiro and Flora Feng
5c1c903501
[Perf][Parser] Stream Qwen3 tool argument values incrementally (12 KB call: 2.1 s to 11 ms) ( #62027 )
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Signed-off-by: Afonso Ribeiro <afonso.diamantino2@gmail.com >
Co-authored-by: Flora Feng <4florafeng@gmail.com >
2026-10-17 18:49:06 +00:00
Tyrone
bafb263664
[Bugfix][Benchmarks] Name the real cause when the /tokenize alignment probe fails ( #59888 )
2026-10-17 14:47:52 -04:00
Nick Hill and Claude Opus 5.5
0c5dd18e7a
[MRV2] Collect KV transfer results before the drafter runs ( #62041 )
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Signed-off-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-17 10:27:57 -07:00
763e3f7c91
[Bugfix][Spec Decode] Disable dynamic speculative decoding for fixed-K proposers instead of crashing ( #46399 )
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Signed-off-by: Ting Sun <suntcrick@gmail.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com >
2026-10-17 12:41:04 -04:00
Alec and Claude Opus 5.5
e744eacf68
[Rust Frontend] Validate bad_words limits during request lowering ( #61933 )
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Signed-off-by: Alec Flowers <aflowers@nvidia.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 09:10:40 -07:00
c0b6f74bee
[Benchmark] Add per-case kernel profiles to vllm bench forward ( #61692 )
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: vllm-agent <claw@inferact.ai >
2026-10-17 08:27:11 -07:00
siyu and Xun Sun
c61a1e73c6
[Feature] Skip MLA weight absorption when weights are pre-processed ( #57320 )
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Co-authored-by: Xun Sun <UNIDY2002@outlook.com >
2026-10-17 23:10:04 +08:00
aoshen02 and Claude Opus 5.5
237d99b4af
Revert "[Docs] Add train-inference consistency agent skill" ( #61551 ) ( #62186 )
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Signed-off-by: aoshen02 <aoshen@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 13:54:30 +00:00
aoshen02 and Claude Opus 5.5
2d8efee9a7
[Docs] Add train-inference consistency agent skill ( #61551 )
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Signed-off-by: aoshen02 <aoshen@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 20:49:50 +08:00
Roy Wang and Claude Opus 5.5
21e09ea959
[Doc] Sync DeepSeek-V4.1-Flash recipe with vllm-project/recipes#1136, #1137 ( #62179 )
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Signed-off-by: esmeetu <jasonailu87@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 12:27:52 +00:00
837e87e1c5
[Feature][LoRA][MoE] Expert LoRA for FlashInfer TRTLLM MXFP4 experts ( #61979 )
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Signed-off-by: aoshen524 <aoshen524@gmail.com >
Co-authored-by: aoshen524 <aoshen524@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 20:17:56 +08:00
liuzhenwei and Kunshang Ji
4e964b2623
[XPU] Fix Event init failure w/ external ( #61743 )
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Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com >
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com >
2026-10-17 19:10:39 +08:00
Vadim Gimpelson and Claude
ec8b20fbf0
[Bugfix] Fix Gemma 4 encoder CUDA graph capture OOM at startup ( #61365 )
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Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-10-17 11:04:49 +00:00
2b85d9cb65
[Perf][Bugfix] Prefer MNNVL for single-node FlashInfer allreduce again ( #61989 )
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Signed-off-by: khluu <khluu000@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com >
2026-10-17 02:55:28 -07:00
026f6ab268
[Model] DeepSeek-V4/V4.1 VL: stream language-model weights instead of sorting the checkpoint ( #58857 )
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Signed-off-by: git bisector <gitbisector@gmail.com >
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai >
Co-authored-by: Claude <noreply@anthropic.com >
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai >
2026-10-17 09:37:56 +00:00
Roy Wang and Claude Opus 5.5
b515648641
[Doc] Host model recipes in recipes/ ( #61302 )
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Signed-off-by: esmeetu <jasonailu87@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 09:14:36 +00:00
f98ae6a9fd
[Bugfix][Core] Keep resumable sessions that stop while preempted ( #58778 )
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Signed-off-by: David Cheung <d7cheung@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Yifan Zong <yzong@redhat.com >
2026-10-17 09:08:14 +00:00
2067297b2f
[ROCm][Perf] Use AITER tuned configs to select a4w4 gemm kernel instead of env var ( #61278 )
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Signed-off-by: Andy Friedrich <afriedri@amd.com >
Signed-off-by: afriedri <afriedri@amd.com >
Co-authored-by: Simon Danielsson <70206058+simondanielsson@users.noreply.github.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
Co-authored-by: Andreas Karatzas <akaratza@amd.com >
2026-10-17 04:00:28 -05:00
Aarushi Jain and Andreas Karatzas
3bf25c5097
[CI][Bugfix] Ignore AMD CI webhook no-op builds in /amd-ci run and retry ( #62087 )
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Co-authored-by: Andreas Karatzas <akaratza@amd.com >
2026-10-17 03:54:31 -05:00
Jee Jee Li
e56b1603af
[Kernel]Add norm fused kernel for Step-5 Preview and Muse Spark Open ( #62132 )
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Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai >
2026-10-17 01:53:00 -07:00
Ting SUN
eb8de8d1a1
[Bugfix][OpenAI] Respect allowed_token_ids in beam search ( #47630 )
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Signed-off-by: Ting Sun <suntcrick@gmail.com >
2026-10-17 08:50:40 +00:00
dskwe
b05ede5616
[Bugfix][Frontend] Preserve token IDs in completion derender responses ( #62114 )
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Signed-off-by: Yuan Li <dskwelmcy@163.com >
2026-10-17 08:27:48 +00:00
61bb590877
[Bugfix][Spec Decode] Clear stale shared block-table rows ( #61174 )
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Signed-off-by: Cheng Rui <286040359@qq.com >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com >
2026-10-17 01:25:02 -07:00
c3de0b37e2
[Core][Spec Decode] Replace EAGLE group heuristics with explicit draft-layer tags ( #61455 )
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Signed-off-by: Dakai An <dakaian108@gmail.com >
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai >
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 08:22:33 +00:00
MOVZX
e0fe5df731
Merge branch 'main' into patches
2026-10-17 08:06:56 +00:00